{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 出现过拟合的原因\n",
    "1. 训练集的数量级和模型的复杂度不匹配。训练集的数量级小于模型的复杂度\n",
    "2. 训练集和测试集特征分布不一致\n",
    "3. 样本里的噪音数据干扰过大，大到模型过分记住了噪音特征，反而忽略了真实的输入输出间的关系\n",
    "4. 权值学习迭代次数足够多(Overtraining)，拟合了训练数据中的噪声和训练样例中没有代表性的特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 解决方案\n",
    "1. 降低模型复杂度，使其适合自己训练集的数量级（缩小宽度和减小深度）\n",
    "2. 数据增强。在计算机视觉领域中，增广的方式是对图像旋转，缩放，剪切，添加噪声等\n",
    "3. 添加正则化惩罚项，使待估参数的偏差变大、方差变小，提高模型泛化能力\n",
    "4. Dropout，随机杀死部分神经元\n",
    "5. EarlyStopping，训练过程中，验证集精度不再上升则停止训练\n",
    "6. 使用集成学习算法，平均多个模型的结果\n",
    "7. 数据进一步清洗，降低噪音的影响"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### e.g."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 神经网络（Neural Network）\n",
    "https://blog.csdn.net/Yellow_python/article/details/80545909\n",
    "<br>\n",
    "https://blog.csdn.net/Yellow_python/article/details/85769987"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://img-blog.csdnimg.cn/20190106182457458.png?x-oss-process=image/watermark,type_ZmFuZ3poZW5naGVpdGk,shadow_40,text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L1llbGxvd19weXRob24=,size_16,color_FFFFFF,t_70)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://img-blog.csdnimg.cn/20190106173801484.png?x-oss-process=image/watermark,type_ZmFuZ3poZW5naGVpdGk,shadow_70,text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L1llbGxvd19weXRob24=,size_16,color_FFFFFF,t_70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from warnings import filterwarnings\n",
    "filterwarnings('ignore')  # 不打印警告\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as mp, numpy as np\n",
    "from sklearn.datasets import make_circles, make_blobs, make_moons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class NN:\n",
    "    def __init__(self, nn=16, lr=1., precision=1e-7, alpha=0., max_iter=4000):\n",
    "        self.nn = nn  # 神经元个数\n",
    "        self.lr = lr  # 学习率\n",
    "        self.precision = precision  # 允许误差范围\n",
    "        self.alpha = alpha  # l2正则化惩罚项系数\n",
    "        self.max_iter = max_iter  # 最大迭代次数\n",
    "        self.loss = []  # 记录损失值\n",
    "        self.W1, self.b1 = None, None\n",
    "        self.W2, self.b2 = None, None\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        n = X.shape[0]  # 样本数\n",
    "        d = X.shape[1]  # 维数\n",
    "        k = len(np.unique(y))  # 种类数\n",
    "        loss_ls = [9e99]  # 记录损失值\n",
    "        # 参数初始化\n",
    "        if self.W1 is None:\n",
    "            W1 = 0.01 * np.random.randn(d, self.nn)\n",
    "            b1 = np.zeros((1, self.nn))\n",
    "            W2 = 0.01 * np.random.randn(self.nn, k)\n",
    "            b2 = np.zeros((1, k))\n",
    "        else:\n",
    "            W1, b1, W2, b2 = self.W1, self.b1, self.W2, self.b2\n",
    "        # 梯度下降循环\n",
    "        for i in range(self.max_iter):\n",
    "            # ReLU激活\n",
    "            hidden_layer = np.maximum(0, np.dot(X, W1) + b1)\n",
    "            # 得分\n",
    "            scores = np.dot(hidden_layer, W2) + b2\n",
    "            # 概率\n",
    "            exp_scores = np.exp(scores)\n",
    "            probs = exp_scores / np.sum(exp_scores, axis=1, keepdims=True)\n",
    "            # 记录损失值\n",
    "            l2 = self.alpha * .5 * (np.sum(np.dot(W1, W1.T)) + np.sum(np.dot(W2, W2.T)))\n",
    "            loss = np.mean(-np.log(probs[range(n), y])) + l2\n",
    "            if np.abs(loss - loss_ls[-1]) < self.precision:\n",
    "                break  # 损失值变化足够小时退出迭代\n",
    "            loss_ls.append(loss)\n",
    "            # 梯度\n",
    "            probs[range(n), y] -= 1\n",
    "            dscores = probs / n\n",
    "            # 反向传播\n",
    "            dhidden = np.dot(dscores, W2.T)  # 隐层\n",
    "            dhidden[hidden_layer <= 0] = 0  # ReLU\n",
    "            # 参数更新：W2、b2\n",
    "            W2 -= self.lr * np.dot(hidden_layer.T, dscores) + self.alpha * W2\n",
    "            b2 -= self.lr * np.sum(dscores, axis=0, keepdims=True)\n",
    "            # 参数更新：W1、b1\n",
    "            W1 -= self.lr * np.dot(X.T, dhidden) + self.alpha * W1\n",
    "            b1 -= self.lr * np.sum(dhidden, axis=0, keepdims=True)\n",
    "        # 训练完成\n",
    "        self.W1, self.b1 = W1, b1\n",
    "        self.W2, self.b2 = W2, b2\n",
    "        self.loss = loss_ls[1:]\n",
    "\n",
    "    def predict(self, X):\n",
    "        # ReLU激活\n",
    "        hidden_layer = np.maximum(0, np.dot(X, self.W1) + self.b1)\n",
    "        # 得分\n",
    "        scores = np.dot(hidden_layer, self.W2) + self.b2\n",
    "        # 概率\n",
    "        exp_scores = np.exp(scores)\n",
    "        probs = exp_scores / np.sum(exp_scores, axis=1, keepdims=True)\n",
    "        return np.argmax(probs, axis=1)\n",
    "\n",
    "    def score(self, X, y):\n",
    "        y_predict = self.predict(X).reshape(-1)\n",
    "        return np.mean(y_predict == y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize(X, y, nn, i, le):\n",
    "    mp.subplot(1, le, i)\n",
    "    x_min, x_max = X[:, 0].min() - .1, X[:, 0].max() + .1\n",
    "    y_min, y_max = X[:, 1].min() - .1, X[:, 1].max() + .1\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, .02), np.arange(y_min, y_max, .02))\n",
    "    Z = np.dot(np.maximum(0, np.dot(np.c_[xx.ravel(), yy.ravel()], nn.W1) + nn.b1), nn.W2) + nn.b2\n",
    "    Z = np.argmax(Z, axis=1)\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    mp.contourf(xx, yy, Z, alpha=.1)\n",
    "    mp.scatter(X[:, 0], X[:, 1], c=y, s=20, alpha=.7)\n",
    "    mp.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 探究【神经元个数】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y = make_circles(200, noise=.1, factor=.4)  # 创建随机样本\n",
    "mp.figure(figsize=(12, 3))\n",
    "ls = [1, 2, 3, 99]  # 神经元个数\n",
    "le = len(ls)\n",
    "for i in range(le):\n",
    "    nn = NN(ls[i])  # 建模\n",
    "    nn.fit(X, y)  # 拟合\n",
    "    visualize(X, y, nn, i + 1, le)  # 可视化\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 探究【L2正则化系数】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正则化系数：0     迭代次数： 4000 最终损失值：0.0696\n",
      "正则化系数：0.001 迭代次数： 4000 最终损失值：0.1547\n",
      "正则化系数：0.01  迭代次数： 4000 最终损失值：0.2552\n",
      "正则化系数：0.1   迭代次数： 4000 最终损失值：0.8560\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x252 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y = make_blobs(random_state=0)  # 创建随机样本\n",
    "mp.figure(figsize=(15, 3.5))\n",
    "ls = [0., 1e-3, 1e-2, 1e-1]  # L2正则化系数\n",
    "le = len(ls)\n",
    "for i in range(le):\n",
    "    nn = NN(nn=32, alpha=ls[i])  # 建模\n",
    "    nn.fit(X, y)  # 拟合\n",
    "    print('正则化系数：%-5g' % ls[i], '迭代次数：%5d' % len(nn.loss), '最终损失值：%.4f' % nn.loss[-1])\n",
    "    visualize(X, y, nn, i + 1, le)  # 可视化\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 探究【学习率】和【损失曲线】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6z7B5vWDgzBJ+bwg2R7zAyQonEREREZFRbrcbBw4cAICEU1bnz5+P3NxcAIgbDBP58MMP++23vLwcM2fOTLrfkYyBMwuEgmGEQ1qvCmfsHE7uUktEREREZFh1dTV0XQeAWPi7miRJmDZtGgDgxIkThvptbGxEc3Nzv/0CwIwZM5Lqd6Rj4MwCfk8IAK7apTZSbucaTiIiIiIi4+rr62OPy8rKEt4Xvdbz/kz0O9Jx06AsEC9wckotEREREfXrt+uAhqOZHsW1KbkJuPv/DmqXXq839thmsyW8z263AwA8Hk9G+x3pWOHMAn5vd+B0Xsn/0cDJCicRERERkXHR6bTp7FcIkZbXGIlY4cwCscDpuLJtcvRYFFY4iYiIiCiuQa4MjhROpzP2uKurCy6XK+59Pp+vz/1G+422HYx+RzpWOLNAbEptj02DhCQgKYIVTiIiIiKiJPRcX1lXV5fwvui10tLSjPY70jFwZoFohdPi6F1wVhSJgZOIiIiIKAkVFRWxKa/Hjx+Pe4+maTh16hSAK7vKDqSoqAiFhYX99gtc2Z3WaL8jHQNnFvB7QjBbZchy778O2SRBDYUzNCoiIiIiouHH5XJh3rx5AIBdu3bFvWffvn3o6OgAAFRWVhrue9GiRf32e+nSpVgYTabfkYyBMwv4vaFe02mjZBMrnEREREREyVq1ahUAYMuWLXGPJ3nxxRcBAHPnzo2dx5lMvzt37sThw4f7XH/55Zeh6zpKS0tj4fR6x8CZBfzeUK8jUaIUkwxVZeAkIiIiIkrG6tWrMX78eLjdbixfvjw2zdXtduOpp57C22+/DQDYuHFjn7ZCCAghsGHDhj7X7rvvPtx2223QNA0rV67Ep59+CgAIBAJ46aWX8MorrwAAnn32WZjN5j7tfT4fmpubYx+BQAAAEAwGez0/ko5U4S61WcDvYYWTiIiIiGiw2Gw2bN++HZWVlTh48CBmzpyJnJwceDweaJoGIQQ2btyIpUuXJtWvEAJbt27FwoULUVNTgwULFsDpdMLv90NVVQDAY489hkceeSRu++effx7PPvtsn+e3bduGbdu2xb5++OGH8cYbbyQ1tmzFCmcWSFzhZOAkIiIiIkrFrFmzcOzYMTz++OOYNGkSAoEACgoKsGzZMuzatQvr1q1Lqd8xY8bg0KFDePrpp1FRUQFVVeFyubBo0SK8+eab2LRp0yB/J8ObSMfBqPPmzdP3798/6P2OVJv/zx9QsaAUX/3W1F7Pb3vpIABg5RO3ZGJYRERERJRB1dXVmD59eqaHQdeBZH/WhBAHdF2fZ+ReVjgzLBzWEPSH406pVUwSVFY4iYiIiIhomGLgzLCANzLXO96UWq7hJCIiIiKi4YyBM8P8nhAAJKxwhrlLLRERERERDVMMnBnm9wYBJK5wqqHwUA+JiIiIiIhoUDBwZpjf09+UWplTaomIiIiIaNhi4Mwwv7efKbUKNw0iIiIiIqLhi4Ezw2KBM16F08xNg4iIiIiIaPhi4MwwvycEWZGgmPv+VSgmCVpYh6YN/lmpRERERERE6cbAmWFd3hCsThOEEH2uyUrkr4dVTiIiIiIiGo4YODPM7wnFnU4LRHapBRg4iYiIiIhoeGLgzLCANwSrU4l7TekOnNw4iIiIiIiIhiMGzgzzexNXOKOBM6zyLE4iIiIiIhp+GDgzrL/AKZtkAKxwEhERERHR8MTAmUG6pkfWcMY5gxPgGk4iIiIiIhreGDgzKNClQtfjn8EJAIrCNZxERERERDR8MXBmkN8bAoDEFU4zK5xERERERDR8MXBmUCxwDrRpEAMnERERERENQwycGeT39B84ZU6pJSIiIiJKWUNDA9asWYPJkyfDarVi9OjRWLFiBfbs2ZNSf4FAAL///e/x4x//GPfddx/KysoghIAQAr/73e8GefQjQ/wDIGlIBAaaUhurcPJYFCIiIiKiZBw5cgSLFy9GS0sLACAnJwfNzc1499138d5772Hjxo1Yt25dUn1WV1fjG9/4RjqGO2KxwplBXQNUOKNTalnhJCIiIiIyrqurC/feey9aWlowZ84cHDt2DB0dHWhra8MTTzwBXdexfv167Ny5M+m+8/LyUFlZiXXr1mHr1q1pGP3IwgpnBvm9IQgBWGzx/xqU7nM4wyoDJxERERGRUa+99hpqa2vhdDqxY8cOlJeXA4hUOV988UWcPXsWv/nNb7B+/XosXbrUcL8333wzWltbIYRI19BHHFY4M8jvVWFxmCCk+D+wMiucRERERERJ27JlCwBg1apVsbDZ05NPPgkAOHjwIE6ePGm4X0mSGDaTxMCZQX5PKOF0WgCQlcgPM3epJSIiIiIyxu1248CBAwCAu+66K+498+fPR25uLgCgqqpqyMZ2PWLgzCC/t//AKckSJEmwwklEREREZFB1dTV0XQcAzJw5M+49kiRh2rRpAIATJ04M2diuRwycGeT3hBLuUBslmyRWOImIiIiIDKqvr489LisrS3hf9FrP+2nwcdOgDPJ7Qyga7+r3HsXMwElEREREff3kzz/ByVbj6w+zUUV+Bf7xK/84qH16vd7YY5vNlvA+u90OAPB4PIP6+tQbK5wZNNCUWgCQFQkqd6klIiIiIjIkOp2WsgMrnBkSCoYRDmmwOvr/K5BNEsLB8BCNioiIiIiGi8GuDI4UTqcz9rirqwsuV/wZhT6fr8/9NPhY4cwQvycEAANWOBWTxE2DiIiIiIgM6rlus66uLuF90WulpaVpH9P1jIEzQ6KB0+Y093ufbJIR5pRaIiIiIiJDKioqYmdlHj9+PO49mqbh1KlTAIAZM2YM2diuRwycGeL3dlc4nf1PqVW4Sy0RERERkWEulwvz5s0DAOzatSvuPfv27UNHRwcAoLKycsjGdj1i4MyQaOC0DLRpEKfUEhERERElZdWqVQCALVu2xD325MUXXwQAzJ07N3YeJ6UHA2eGGF3DKSsMnEREREREyVi9ejXGjx8Pt9uN5cuX48SJEwAAt9uNp556Cm+//TYAYOPGjX3aCiEghMCGDRvi9t3W1obm5ubYR1RnZ2ev50Oh0OB/Y8MQd6nNkNiUWgObBnFKLRERERGRcTabDdu3b0dlZSUOHjyImTNnIicnBx6PB5qmQQiBjRs3YunSpUn3PWfOHNTW1vZ5/lvf+lavrz/44APceeedqX4LIwYrnBni94RgtsqQlf7/Chg4iYiIiIiSN2vWLBw7dgyPP/44Jk2ahEAggIKCAixbtgy7du3CunXrMj3E6wIrnBni94ZgdfZf3QS613Byl1oiIiIioqSVlJTgZz/7GX72s58ZbqPrer/Xz507d42jur6wwpkhfm9owOm0QCRwssJJRERERETDEQNnhvg9xgKnYpKghsJDMCIiIiIiIqLBxcCZIX5vaMAjUYDILrWaqkPX+i/tExERERERZRsGzgzxe4yt4VTMMgAgzHWcREREREQ0zDBwZkA4rCHoD8NmZNOg7l1seRYnERERERENNwycGRDwqgAGPoMTiGwaBIAbBxERERER0bDDwJkBfk8IgLHAqZhY4SQiIiIiouGJgTMD/F7jgZMVTiIiIiIiGq4YODMgVuE0smlQNHBy0yAiIiIiIhpmGDgzIFbhNLJpEKfUEhERERHRMMXAmQHJTKm9soYznNYxERERERERDTYGzgzwe0KQFQmKeeA/flnpPoeTFU4iIiIiIhpmGDgzwO8NwepQIIQY8N5oKGXgJCIiIiKi4YaBMwO6PCFD6zcBQFa4hpOIiIiIiIYnBs4MCHhDhtZvAj2OReEutURERERENMwwcGZA0B+G2aYYuje2aVCQgZOIiIiIiIYXBs4MCKtarHI5kFiFk1NqiYiIiIhomGHgzAA1FIaiGPujV2JTanksChERERGREW63G++88w5+8IMf4O6770ZhYSGEEBBC4OTJk9fcf2dnJ5555hlMnz4ddrsdBQUFqKysxNatWwdh9COLsXmdNKjCIeMVTkmWICTBTYOIiIiIiAzas2cPVq5cmZa+L168iIULF6KmpgYA4HQ60dnZiaqqKlRVVeGxxx7Dpk2b0vLawxErnBmQTOAEItNqGTiJiIiIiIwrLi7GPffcgx/96Ed4/fXXB6VPXdfxwAMPoKamBhMmTMDevXvhdrvhdrvx/PPPQ5IkvPrqq9i8efOgvN5IwApnBqiqFpsqa4SiSFzDSURERERk0IoVK3D//ffHvj537tyg9Lt9+3bs27cPkiRh27ZtmD17NgDAarXiySefRF1dHV555RX88Ic/xMMPPwyz2TworzucscI5xHRNh6bqsfM1jVDMDJxEREREREbJspyWfrds2QIAWLJkSSxs9rR27VoIIdDQ0ICqqqq0jGG4YeAcYuFwJDgmNaVW4ZRaIiIiIqJM+/DDDwEAd911V9zr5eXlmDlzJgAwcHZj4Bxi0UqlYjL+rotskhBWGTiJiIiIiDKlsbERzc3NABALlfHMmDEDAHDixIkhGVe2Y+AcYtFKZTIVTsUkQQ0ycBIRERERZUp9fX3scVlZWcL7otd63n8946ZBQyxa4ZQVYbhNpMLJcziJiIiI6IqGjRsRqL72MyUzyTK9AiVPP53pYRji9Xpjj202W8L77HY7AMDj8aR9TMMBK5xDLDo1NtkKJzcNIiIiIiLKHF3XY4+FMF48ut6xwjnEolNqFSWZNZwyujyhdA2JiIiIiIah4VIZHCmcTmfssc/nS3hf9FrP+69nrHAOsXAKazhlnsNJRERERJRRPddt1tXVJbwveq20tDTtYxoOGDiHWCqBUzHxWBQiIiIiokwqKipCYWEhAOD48eMJ74vuThvdrfZ6x8A5xFQ1eixKEhVOMyucRERERESZtmjRIgDArl274l6/dOlSLIxWVlYO2biyGQPnELuyS20SFU6F53ASEREREWXaqlWrAAA7d+7E4cOH+1x/+eWXoes6SktLY+H0esfAOcRS2aVW5pRaIiIiIqKkNDc3xz7a2tpiz7e3t/e6pmm9f88WQkAIgQ0bNvTp87777sNtt90GTdOwcuVKfPrppwCAQCCAl156Ca+88goA4Nlnn4XZbE7fNzeMcJfaIRatcCY1pbb7WBRd17kFMxERERGRAUVFRXGfX7BgQa+va2pqMGHCBEN9CiGwdetWLFy4EDU1NViwYAGcTif8fj9UVQUAPPbYY3jkkUeuaewjyYCpRwhhFUL8WQhxWAhxXAjx7FAMbKRSU5lS2x1OOa2WiIiIiCizxowZg0OHDuHpp59GRUUFVFWFy+XCokWL8Oabb2LTpk2ZHmJWMVLhDABYrOu6RwhhAvAnIcRvdV3/NM1jG5FS26VWjrWNPiYiIiIiosR0XU9bu5ycHDz33HN47rnnUnqN68mAqUeP8HR/aer+SO1vj1JewwmA6ziJiIiIiGhYMZR6hBCyEOIQgEYAu3Rd3xfnnkeFEPuFEPubmpoGe5wjRipTaqP38mgUIiIiIiIaTgylHl3Xw7quzwYwBsBXhBA3xrnndV3X5+m6Pi/RAl2KhEZJFpAk45v/KElWOL0dAfzymY/RWu9NaYxERERERESDIaljUXRdbwfwIYBvpGU014GwqiU1nRa4MqXWaIWzrd6LzmY/mmo7kx4fERERERHRYDGyS22RECKv+7ENwBIAJ9M9sJEqsvFPcoEz2V1q/d7Ilsw+dyi5wREREREREQ0iI7vUlgL4VyGEjEhAfVPX9XfTO6yRS1W1pNZvAslvGhTwRYJmV2cwucERERERERENogEDp67rRwDMGYKxXBfCofRPqQ34IhXOLjcDJxERERERZU5yyYeuWTiUfIXzyqZBYUP3RwOnj4GTiIiIiIgyiIFziKkpreGUASRT4eyeUss1nERERERElEEMnEMsrIZTnlJrfA0np9QSEREREVHmMXAOsVSm1EbvT7bC6XMHoet6cgMkIiIiIiIaJAycQyy1KbWpHYuiqTqCXWpyAyQiIiIiIhokDJxDLKzqqU+pDRqvcEqSAAD4eDQKERERERFlCAPnEAuHkl/DKckCQhivcAZ8KnKKbAC4cRAREREREWUOA+cQC4c0KEmu4RRCQDZJhjYN0jUdgS4VeaPtAFjhJCIiIiKizGHgHGKqqkHuPuYkGbJJMrQizuwDAAAgAElEQVRpUNCvAjowqiQSOLlTLRERERERZQoD5xCL7FIrkm6nKBLUUHjA+6JHouQV2wER2ak2FUc/vIjT+y+n1JaIiIiIiAhg4BxSuq5HAmeSazgB4xXOaOC0Ok2wOkwpr+E8tPs8jn54MaW2RERERESZ5Ha78c477+AHP/gB7r77bhQWFkIIASEETp48OWB7Xdfx+uuvY8GCBcjLy4PL5cKcOXPwwgsvIBi89hmEb731FhYvXoyCggLY7XZMnz4dzzzzDNxu9zX3nW2UTA/geqJpOnQdSR+LAgCKWTYUOP3eSMC0OhTYXGZ0pbCGU9d1eNuD0MI8w5OIiIiIhp89e/Zg5cqVKbUNhUK4//778f777wMAzGYzZFnGoUOHcOjQIbz11luoqqqC0+lMqf9HH30UmzdvBgAoigKr1YqTJ0/iueeew69+9St89NFHKCsrS6nvbMQK5xCKBkZZSWENpyJBNbBLbbTCabGbYM8xpbSGM+BVEVY1eNsDCIeN7YxLRERERJRNiouLcc899+BHP/oRXn/9dcPtnnnmGbz//vuwWq1444034PP54PV6sWPHDuTn5+Ozzz7D6tWrUxrTpk2bsHnzZkiShBdeeAEejwdutxt79+7F+PHj8eWXX+LBBx9Mqe9sxcA5hGKBM5UKp+EptZEKp8UeqXCmsobT2xEAAOg64G0LJN2eiIiIiCiTVqxYgcuXL+O9997Dhg0b8PWvf91Qu4aGBvzsZz8DAPzkJz/Bww8/DFmWIYTA8uXL8Ytf/AIA8Ktf/QpHjhxJakyBQAAbNmwAAKxZswZr166FxWIBANx+++3Ytm0bhBDYu3cvduzYkVTf2YyBcwhFz9FMZUqtbJKgBpOocDpMsKc4pdbTfiVkulv8SbcnIiIiIsokWU5+RiEA/Nd//RcCgQByc3Px6KOP9rl+3333YerUqdB1Hf/xH/+RVN+7d+9GY2MjhBB44okn+lyfM2cOlixZAgDYsmVLSuPPRgycQ0i91gqnoSm1IUiKgGKSYHOZEfSHDe1u25O3R+DsZOAkIiIiouvEBx98AABYuHAhrFZr3HuWLl0KAKiqqkqp7xtvvBHl5eVx77nrrrtS6jubMXAOoStrOFOscBrZNMinwmI3QQgBe44ZAJLeqTYWOAXgbmXgJCIiIqLrw4kTJwAAM2fOTHjPjBkzAADV1dXQdeObbCbTd1NTE5qbmw33nc0YOIdQtEKZ+rEoBs7h9Kqw2iObD9tcJgBIeuMgb0cQVocJjhwzAycRERERXTfq6+sBoN9dYqPXPB4PPB5PWvruef9wx2NRhlC0QqmkUOFUFOObBlligTNS4fQluY7T2x6AI88Ck0WGu6Ur6bESERERUfp99OYXaL5gPPBko8KxTnz1wamZHkaM1+sFANhstoT32O322GOPxwOXy5W2vkcCVjiH0LXsUiubZENTagPdU2oB9JhSm0rgNMNVYE1506DWOi+qflnNY1WIiIiIaNgRQgx6n9Hpt+noO5uxwjmEhupYlFElkXdGrqXCWTjWCZvLjLMHGqFpOiQpuX8YZw42onpvPW5eNAaFY4y960NERERExmVTZXCkcDgcaG9vh8/nS3hPz2tOp9Nw39F709F3NmOFcwjFptSmeiyKqg24MDngU2FxRCqcJosMxSIntWmQFtbgcwfhyLXAlW+FpunwdSR/FmdHY+QfS8slb9JtiYiIiIgyIbqGsq6uLuE90WtOpzOpUJhM3wBQWlpquO9sxsA5hGKbBqW4Sy10QAsnDpy6piPQpcbWcAKA3WVKqsLp6wwCOuDIsyCnILIVdCpHo7Q3RtZ+ttaNjLnnRERERDTyRXeJPX78eMJ7orvNTp8+Panpscn0XVRUhMLCQsN9ZzMGziF0LbvURqui/a3jDHSpgA5Yu9dwApFptcms4fS2R+515Fng6g6cqazjjFU461jhJCIiIqLhYdGiRQCAjz76CH5//N+Bd+3aBQCorKxMqe/jx48nrHLu3Lkzpb6zGQPnEApfw5TaaJv+1nEGfJGpsz0rnJHAaXxKbfQMTmdeZEotkHzg9HtCCPhUAEArp9QSERER0TDxzW9+ExaLBe3t7fj5z3/e5/qOHTtw6tQpCCHw7W9/O6m+KysrUVxcDE3T8PLLL/e5fvjwYezevRsA8NBDD6X2DWQhBs4hpF7TLrXRCmfiszijIa/XlNocM3zJVDi712vac81QzDJsLlPSZ3G2d1c3R0/MgbvVj2CXmlR7IiIiIqJr1dzcHPtoa2uLPd/e3t7rmqZdKeiUlJRgzZo1AICnnnoKv/zlLxEOR37/fv/99/E3f/M3AIBvf/vbuPnmm/u85l//9V9DCIEJEyb0uWaxWLBhwwYAwE9/+lO89NJLCAQiv3t/8sknWLlyJTRNwx133IHly5cPyp9BNmDgHEKxXWpTXcOJASqc3mjg7Dml1gS/Owhd63+zoShPewBCErB373DryrcmfRZndDrtpNlFAIDW+uSrnLqm43evH8WF6tak2xIRERERFRUVxT5uueWW2PMLFizode38+fO92v34xz/GPffcg66uLnznO9+Bw+GAw+HAsmXL0NLSgltvvRWvvvpqSmP63ve+h0ceeQSapmHt2rVwuVxwuVy4/fbbUVNTg0mTJuHNN9+8pu872zBwDqGwqgECkOTkz95RFPlKHwn440ypteeYoeuA32tsWq2vPQBHrhmi+xgUV4EN7tbkdqltb+yCEMDEWZGFzq0prONsb/Th7MEmVH9cn3RbIiIiIqJUmUwm7NixA6+++irmz58Pi8UCIQRmz56Nn/zkJ/jTn/4Elyv1Y/9ef/11/PrXv8aiRYvgdDqhqioqKirw/e9/H4cOHYrtZjtS8BzOIaSGNCiKlNJhr7EptcH+1nBGKpxWR+9NgwDA5w7GHvfH0x6AI88S+9pVYMW5I83QNT0WQgfS0eiDq8CKvGI7FLOElhR2qm2sdQMA6s+0Q9f16+6AXCIiIiK6NgMdJ9gfSZKwevVqrF69Oql2b7zxBt54440B73vwwQfx4IMPpji64YUVziEUDmkprd8Erm3TIADoMng0ircjcgZnVE6BFWFVS2odaHtjF3KL7RCSQH6pI6UKZ9P5SOD0tAWSXkNKRERERETZgYFzCIVD4ZQDZ6zC2c+U2oBPhaxIUMxy7LnoWkyjO9V6r65wJrlTra7r6Gj0Ia/IBgDIL3emdDRKY21nrFJbf6Yj6fZERERERJR5DJxDKKzqKR2JAhjdNCjUq7oJALacSGjzGahwhgJhBLtUOPKuTL2NncVpsMrY5Q4h6A8jt9gOACgoc6CrM5jUWaCapqP5ggdT5hbDbFNQd6bdcNuejn54ETv/OfHBukRERERElF4MnENIDWkp7VALGJ1Sq/YJnFa7CUIShgJf9AzOq9dwAsYrnNEdanOLuyucZQ4AyW0c1H7Zh1AgjOIJOSidnIv60ykGzj9cwunPLqOjKblddomIiIiIaHAwcA6hsJr6Gs5oUO3vHE6/T+11JAoACEnA5jQZWoMZPYOz5xpOs1WBxaEYDpztjZFwlxercDoBIKlptU21nQCA4vEulE7JRVuDD10e4xVSIFKRbes+juXs541JtSUiIiIiosHBwDmEwqFwylNqo+syB9o0yOLou/GwLcdsaA1nvAon0H0Wp8EptR2NPkiSgKswUhm155phsStoTWKn2sbzbigmCaNK7Cidkgcg+XWc0fM7bTlmnD3YlFTbKF3XUX+245p2OCMiIiIiup4xcA6ha5lSG9s0aIAptdarKpwAYHeZDE6pjdxzdeDMKbChM4kKp6vQClmOjFcIgfyy5Haqbap1o3CsC5IsYfT4HMiKhPok13GeP94KR64ZsxaPQeO5zpR2uj13tAVvv3CAZ4ESEREREaWIgXMIXdOxKN1BNTzALrVXr+EEIlU+I5sGedsDUCwyzFa51/PRCqeRSl9Hky82nTaqoHunWiPtNU1H0wU3isdHDtOVTRKKJ7hQl0SFU9N0XDzZirEz8jF5TjEA4MvPk69yVu+tAwAc3nOBVU4iIiIiohQwcA6hsJp6hVNSBCAANRg/cGqajmBXgsDpMhurcHYE4Mg1QwjR63lXgRVqIAy/t/9pubqud5/Baev1fEGZA8EuNTZltz9tDV6oQQ1F3YETAMqm5KH5vBuhQOL1qz01nutEwKdi3IwC5I22o6DcmfQ6Tl9nELVHW5BbbENrnTc2RTdZRz+8yDWkRERElDK+6U3plu6fMQbOIaSGtJTXcAohoChSwjWcQZ8KAH02DQIiZ3GqQQ1Bv9rva3jbA3BeNZ0WML5Tra8zCDUQ7lPhzI9uHHRp4Gm1TefdAIDicTmx50qn5EHTdDTUGKtynj/RCghg7PR8AMDkW4pQf7YjtimSEV/8uQGapuOu794IW44Zh3dfMNw2quWSB3/89RfY/YsT6GzhTrlERESUHFmWEQ4be8OdKFWapkGS0hcLGTiH0LVMqQUi00vVBFNq/b5I9THupkGuyLmaA20c5O0IwJ4bJ3DmGwucVx+JEhU9GqXFwMZBjbVuKBYZeSVXQmvJ5FxAGN846MKJFhSPc8HqjITvyXOKAR2oOWRsWq2u66j+uB6jJ+agaJwLN99ZjvMnWg2Nv6c/76iBySIDAvjTm6eTahtVd7odO//5+IDVZSIiIhp57HY7PJ7kfv8gSpbP54PNZhv4xhQxcA6hyLEo8sA3JiCbElc4A/1VOHOigTPxtFpd1+FtD/Zf4Rxg452rj0SJsjpMcOSaDW0c1FTrRtFYJyTpyrRei01B4RinoY2D/N4QLtd0YtzMgthz+WUOjCqx44zB3WqbzrvRWudFxYJSAMDMheWQTRKO7DFe5Wys7cSXh5owe8k43LpsImoON+Pc0WbD7QGgyxPE7zcfw+nPLmPnz49BCydev9ufutNtDKxERETDUE5ODlpbW1nlpLTRdR3t7e1wOBxpew0GziEUDmmxzX9SofQbOLsrnHHXcEZCaH8bBwW8KsKq1meH2mifJqs84E61HY0+SIqAs7si2lN+uXPAwKmFNTRfcKNonKvPtdIpeWj4sgPhAULXxZNt0HVg7Iz8Xs9PmlOEutPthtayVu+th2yScMOtowEANqcZFfNLcGrfZUObLwHAvne+hMWhYHblWMyqHItRJXZ89OsvoAaN/R+Gruv44Jcn4feFMGfpOFyobsPerWcMte3p0O7z2PbS59j6f/ejo8mXdHsA8LT5Y1OdiYiIaOi4XC44HA7U1taivb0dqqpyTScNCl3XEQgEUF9fD1VVMWrUqLS9Vt90Qmmjqtc4pVaRoIbiB5ZohTPesShXptQmDkueBGdwApH1ozkF1gGn1LZf7kJuoa1XdTIqv8yBY3+4BE3T414HgLYGH9SQhuLxOX2ulU3Jw9EPLqL5vAejJ/a9HnXhRAvMVrnPPZNvKcaB39ai5nAzZvxFWcL2aiiM0/svY9LsIlhsV/55zKoci+Mf1eHYHy/hK8snJmwPAHVn2nH+eCsWrJwMc3cfC789Ddt/+jkO/L4Wt62Y1G97IBJ6aw43444HpmD2knHQVB2Hqy6goNzZ7/h7OvrhRezdegbjZuTjcm0n/uv5A1j2v2dh9ITEf35X+/JQE/b8azWCXSpu/Fp55HuyJvefjfbLPpw50IjxNxbEfTOBiIiI4hNCoLi4GG63G52dnWhsbGS1kwaNoijIzc1FcXFxWtdwMnAOEV3Toan6NQVOxSwPPKU2zhpOu4HAGd1Qx5FrjnvdlW8gcDb6kHvVdNqogjIHwiENnU1dyBsd/57G2kgVLX6FMxdAJMwlCpy6ruP8iVaMqciPnQMaVTjGiZxCK85+3thvYKs51IyAT8X020t7PT+qxIHxNxXg2B8u4pa7xkFJMDVa13Xs2/4l7Dlm3LRoTOz5MdNG4YZbR+Pz35/HtK+UJPwzACIB7aM3v8CYilGYtXgsAOD2v5yMtgYv/vCrU8gbbUPZDf2/C1X9cR3++J9fYMLNhfjG6hvR2dSFHf90GL95+SC+8ehNGH9jQb/tw2EN+37zJT7fdR5F41womZSLo3+4iHNHm7HooYpeU5YT8XtD+Oy9Ghz7MPJGw753vsT4Gwsw9+4JKJ2cO2B7APC0BXDiT5dQ/fGVqvNAf35X83YEcO5IM9obu1AyKQflU0fB6uj7xkx/Ar4Qmi94YHOZkVdiT/imSX+0sAYtrEMxpz6tnoiIrj9CCOTk5CAnx/gbxkTZhIFziETPz5SV5H9RjYpUOJOfUiubJJhtCnydidfxefupcAKAq8DW71mYuqajo6mrz1TWqOhOta113oRhoam2EyaLHPe6I9eCnCIb6s+0Y87Xx8Vt39bgg6ctgLl39x2DEAKT5xTjcNUF+L2hhIGj+pN6OPMtGDOtb6CbXTkW2185hC/+fBkz7ogfWi9Wt6HudDu++q2pMF0VLO54YArOHW3GR7/+Asv/flaf42eASNDb9YvjkE0SKh+eAdEdbCRZwtLvzsTWnxzAb187hv+2bh5yCuMv7v7iswZU/fIkxs7Ix12PzIQsSxhV4sBfPjUX7/5/h/He/38Ei/77NEy/Pf734GkLYOc/H0P9mQ7c+LVy/MUDN0A2SZj6ldGo+rdq7Pinw6hYUII7Hrgh7p9jWNVw9MOL2P/+OQS7VEy/owyzl4zF2YNNOLznAt5+4QDKp+Zh7t0TMKZiVJ8/B13TcfFUG4798RJqDjdD13WMm5GPsKpj//vnsP+9cyga58LUr4zGDfNG9/mZ1XUdLZc8kXWzR5pjb2RIksChXToggKKxLoyZNgrlFaNQNiUvsrlTj9dva/ChoaYDDV92oOHLTrQ1eIHuGUyKSULBGCcKxzhRONaForEuFJQ7YkEyHNLQ3uhDa70XbfVetNb70NbgRftlH7SwDkeeBblFNuQW2yKfi+yxxyaLDL8nBHerP/LREvnsaQ3A3eqHrzMYWROdZ4Yj1wJHXvdHrhmOPAvsORaowTB87iC6OoPocgfh6wyiyx2KPOcOQggBq9MEq8N05XP3Y5vTBCEJBH0q/L4Qgl0qAr7oRwiBLhVqUIPZKsNsVWC2yTDblMhjqwyTVYHJIkMNaQgFVIT8YYQCPT78YYSCYUiygGKWYTLLUMwSTBa5+2sJilmGrkdmG6hBDeGQFnushjSEg2HoiPz3UDZJUExS7LGsRL4WkoAW1hBWdYRVDWFVg6Ze+VoLR2ZaSIqArEiQZAFJliArkc+SLCJvEoZ7fGhar68hIj9Tkiwguj9LPT5DCGhhPdKP1vczdEAIQEjd7SUBIQSEhNjXuq5D1yLHXkUe69B1xD4L0aMPETk6SwgRew565N+D3v2559fQo31EXhOIto32E/n66vbRf2ORPrrb9WgfeXBlHNH7dPRuH0+v9pH/6W7Q3R5I2Eef/55G+4h1ceX1e/63YqA+ejeIO+zErrU9EV3XiifkxP19dDhi4Bwi0aCYqDJmhGySYsH1an6v2v3LV/z+7Tn9n8UZC5xxdqkFIhXOyC+fobgbE3naAwiHtD4bBkXll17ZqXbSnKK49zSej6zfTFQ9KpuSi3NHW6DretywduFE5KzMcQlC7+RbivH5rvM4d7QZFfNL+1x3t/pxoboV8+6ZEAt6PZVPG4WCMU4c3nMB028v7RuUdB2fbj8LZ74FM+NUUR25Fty2YhL+9NZpfPl5EybfUtznnv3vnUNjrRt3PXIjnKN6/11Y7CYs+183Y+tP9uP9TUfwzSfn9pne+uXnTdj9L9Uom5KHux+7qdfPgyPXgpVP3ILfvX4MVf92Ep62QOR77fF9XKhuxa5fHEcoqOHr/3MGpn6lJHatZFIuHvz+rdj/3jkc3Hke54+34murpmHS7KLY919zqBkfv30m9ubDHX85BQXlkTcb5t3j6J6afAmHdp3HOz87hOIJOZh393hMuKkQgS4VJz+px7E/XkJHYxesDhNmLxmLmV8tR25RJFx72wM4vf8yvvjzZezdegZ7/+sMyqeOwtSvRIJn7ZFm1BxphqctAAhg9IQc3HbfJEy8uRB5o+1oPNeJi6facPFkGw5/cAGf7zoPSRYYPTEHxeNy0NbgxeXuc1yByIyBkom5mHprMYrG58DvDqLpggfNF9w4vb8Rxz+qAxD55TyvxBF546XRh+jvsUIAOYU2jCp1YMJNhVDMEjqbu9DR1IXaoy191gTLSt9/44pFhivfCle+FQXlDvi9KnwdATRf9KCrMwgjS3msDhNsOWbYundubmvwwe8NIeAJRcLPACRZwGJXYLGbICsSQgEVQX8YwS41Er4MUEwSTFYZikmGpulQg5HwqanGfwuPBkwIIKzq0EKaofH36kORILoDZVjVUgoBkhz5N2P0e49LgAGEiIgSmv31cQyclJxYhfNaptSaJHQlOEszEgQT/3XaXKYBA6fVaUo4vp471cYLnImORIkyWWTkFFoTbhykhTU0X/TgxoXlCcdYOiUPJz9pQFuDLxZgezp/ogV5o+0JK3/FE1xwjrLg7MGmuIHz1KcNgA5MX9D3GhB593v2krHY80Y1LlS3YtyM3tNKo9W0Rf+jIuGf4013lqP6k3r86a3TGDsjv1dgrDvTjgO/PYeKBSWYMrdvGAWAvNF2LP3uTLz7T4ex+19O4O7VN8XCce2xFvz+58dQPN6FZf/75j4VVgAwWxUs+18344N/P4k/76iBpz2Ar/3VVAghsP+35/Dnd2swqsSB+x+9Me6fsWKSMf/+yZh8SzH2/Fs1fvvqUUyZW4wZd5Ths/drUH+mA6NKHVj+97MwPs60W5NFxuwl43DT18ag+pN6fL6zFu9vOorcYhs8bZE3LUom5eLWZRMx+ZaiPm+gOPIsmL1kHGYvGYe2Bi+++OwyTv/5Mj745cnI+MwSxk7Px63LJ2LCTYWxHZqjSqfkoXRKHm5dNhGhYBgNZzoiAfRUG47+4SJGlTgweW4xSibmomRSDvJG2/u8sTBtfuSzrutwt/jRdMGN5gseNF/0QJIFpswtxqhSO/JLHcgrtvc7hTboVyMBtDESQrs8ITjzLHAVRAKmq8AKi12J+wYLEPl30+UOwdMegLc9AF9nECazFAmXLjPsOebIv2s5/s+jrusI+sPwe0Lwe0PwdwdQi12BxRYJmBa7AsUsJRyDGgoj2BVG0B+taKqRaqVFhskS2XDMZJYgJRiDFtagBjWEguFICA1oEAKxN9AUc3cV0xR/DL0qmaFIFVTXdEiyiFQ9ZSlSyTRJsSpir/aaHpnurEYql+FwpCIaqVZGq59XKpfiqj5ildBoBbP7sa7rsfslSUDIApKIfO5VPdS6q5ixx5GvY2+sdVdSI6+LK5+7x6DpOqD1rmRG+8BV9wuBXtVHoDvzRtt3fz/RYqCu6bH2QN8+YqFZv9I++jjy89Vd5OvRPla47FGBjFYfr24fG2DP9rG2V56/qvjZtw/0fv2eTfvrI/I9XPUGZ/yHvdte9UWvPvppH7ef6BOpT44anD4y3Z5jGJz2HMOwksrynWzFwDlEomsv5WvYpVY29TelVo0bBKPsLjNa6xPvEuvtCCasbgJXAmdnsx+FY/qusUx0JEpP+WVOtCQInK31PoRDGorHJ95UpmxKHgCg/kx7nzCkhsKo+6Id0/tZnymEwKQ5RTj+xzoE/WqvsKfrOqo/qUf51LyEgRUAbpg3Gp+8fRaHd1/oFTh1Tce+d2qQW2RDxfyShO0lWcLXvj0Nb79wAPvfP4fbvzkFABDoUrH7X07AVWDFV781NWF7ABg3owB3PHAD/vTWaezb8SXm3zcZF0+24revHUV+mQMr/n5Wvxv7yIqEyoenw5lnwYHf1cLXHoAWjqx/nXrbaNy5qqLXFNN4isa58N/Wz8Pnvz+Pz96vwZkDjbC5TPjaqmmYcUdpwnARG4NJwo0LyzHjjlKc/uwyjv+pDmOmjcKNXyuP+/MVz6gSB25bMQlfWT4RjbVuBLwhlN2QZ3iNpMksY+yM/Ng08ESV80SEEMgptCGn0BY56zUFZquCwjEuw9/z1SRZik2rTYUQIhIsbUqsipwsxRSpWl4d7o2SZAlmmxTbYCuV9pKMAX9mE7aXBCRJBpJb1hsjJAFZEkjl1UV3AIWMlNoDgAyReuMrnRAREaUNA+cQiVY4lWuscPa3htPab4XTjK4vEp9j6W0P9PtLa84AZ3F2NPogm6S453hGFZQ5cP5YC8Khvrv1NtZ2Aoi/YVBUbrENNpcJdWfaMfOrvSuh9ac7oIa0hNNpoybfUowjVRdRe7QlduwJEAmxnU1duHXZhH7by4qEm+4cg33vfImWOg8KutemnjnQiJZLHnz9f84YMGyVTs5Fxe2lOLz7AirmlyK/zIGP/vMLeNoC+ObaWwztAnvz4jForfPgwG9roWvAkQ8uILfIhnvXzO73jYcoIQTm3z8ZjjwL/vjrLyDLEu58aBpm/EWZ4dAlyxLm3TMBk2YX4cLJVkxfUJp0aJBkCdPml2JanIqzUUKIpHbe7a8fIiIiIhpcPIdziESD4jUdi9LvOZwqLP3svGnLMcPvDSU8xzISOBNXKKxOExSTlDBwtjd2IbfIFnftY1R+uQOapqO9se95kE3n3TBZ5X4rpEIIlE3JQ/3pvpsXnT/RAkkRKJ/a/1z30km5sOeYcfbzxl7PV39cD5NVNlSpmrmwDIpJwpE9FwBEpvT9+d0a5Jc5cMO80QO0jrh95WSYrDL++J+ncHr/ZZza14B5d49HySRju7cKIbDw29NQOiUXB39fC+coK+5dMxs2Z3JVppvuHINvrp2LB5++FTO/Wp5S6Movc2DW4rEpV6iIiIiIaORi4Bwi4UEInIrST+D0qv2u4bS7ImHU7+m7U204rMHnDvZb4RRCwNXPWZwdjb4Bp+RFq4EtdZ4+1xpr3Sga6+o3sAKRNXjRHTx7On+iFaWT8wacVickgUmzi1B7rAWhYOQcq8fCJnEAACAASURBVKBfxZmDTZgyt9jQtDyb04xpC0pxat9l+DqDOLWvAe2XfbhtxaQBxx/rw2XG/Psn49IX7dj9LycwemIO5t0zwVDbKFmRcPfqm3DLXeNw3/+Z3e+U6P6UTs5Fflnf9ZpERERERNeKgXOIRIOicq1rOBPsUjvgpkHd66uu3hUTALo6g4CeeIfaqESBU9N0dDR39VudBCIb3kiSQOul3us4w2ENLRc9/a7fjCq7oXsd59kr04M9bQG01nkHnE4bNfmWIqhBDeePtwAAzh5shBoIJzwmJJ5Zi8cgrGo4UnUBn717DsXjXZg4u9BwewCY8RdlKJ6QA0mRDE3FjcfmMmPByilwjrIm3ZaIiIiIKN04B26IqIOxS61ZjpxBd9XmJlpYQ9Af7nftns0VCZzxdqr1dB+J0t/6SyByFmfjOXff9q1+aKqecIfaKFmRkFdi77NxUGudF2FVQ5GBwFlQ7oDJKqP+dAem3hrZnOdCdSQ4jptpLHCW3ZAHq8OEswebMHlOMao/rkfeaDtKJhlfBziqxIEJNxXgwO9rAR2486FpSU9HlSSBe9fMRsAb6nejIiIiIiKi4YoVziEyKLvUKhJ0HX3OnQt0dZ8Z2O+U2u7AGafC6WuPPDfQTpeufAv83hCCVx3N0mFgh9qo/DIHWq+aUttUGwmxxeMGDnySLKFkUi7qzlypcJ4/0Qp7jjl23qORPibOLsS5o81oueRB/ZkOVCwoSTowzloyDtCB0im5sZ1Ok2WxKQybRERERDRiMXAOkcFYwxlte/U6zoA3EgD73aU2OqXW3XcNZ7TCOWDgTLBTbXvsDM6BA2dBmQOdzf5eobXxvBtmq2z4WIayKblorfPC742cGXihuhVjZ+QnFRgn31KMkD+MPf9aDSEQ91zOgZRPzcOClZNx50MV3OGUiIiIiCgOBs4hEt2l9lqPRQHiBE5ftMKZeEqt2SpDUkTcCqe3IwBJErA5+z9OI6cgEgivXsfZ0dgFxfz/2rvzIEmuws7jv5dZR1ffc1+aGUmjCwGWRh7ZWoSQBEhcBtlYWoOM12BYcITXBgyr9R4Rjg3WG7F4F+9u4HUEBlZsWFg2GNtCXkASSAJ7QeGRBgQjIVnnaCSN5uy7qyqPt39kZVV1dXV3VXdlVfXk9xNRUZUvX2a9bpWy51fvSGfZVW5jGysLB515ubZS7Ynnp7Rl78oLBsV2VO7HeezpSZ14flqlWb/l+Zuxcy7eoFwhoxNHprX70k2ruo+hMUZXvGXvonuCAgAAAIgQOLsk6MAczvjYxntxluaiXsvlbotijNHgSK7pHM7ZiZIGx3IrBr6RjZUezobAOXFiTmNbBlvq5YtXQ41Xqg38UCdfnGlpOG1s27mjclyjl56a0JHHTklG2v2q9gKnm3F03s9Ei/y86nWrvwckAAAAgKWxaFCXdGIO58o9nMv/5yyM5JoOqY3uwblyD9/gaE5OxiwaUjt5fF6bWrytxujmgjJZR6crCwedfmlWoW9bWjAolsm52rp3VC8/NSFjjLbsHqkuitSOy960W1a2GjwBAAAAdBY9nF0S93CuZUjtUj2cxdlKD+cKgXNwdOkezlYCp3GMRjYsvDVKGISaOjHf0vxNKVqZdcOO2sJBx5+fkqSWbolSb8cFYzr+/LSOPTvV9nDa2JY9I7rhA69eU68zAAAAgKXxL+0u8Tu0Sq20dA/nwDJzOCWpMJJtHjgnyyvegzM2smlgQQ/n9OmiwnDlW6LU27RzqHprlONHppUfbH+l1p0XjCsMrGxoW74dCgAAAIDuInB2SeCFcjKm5YVxmqkOqfWDBeWlOU+ZrLNiT93gaE5z02VZW7utilcKVJ73W1rwR4oC51RdD+dEG7dEiW3cOay5ybKKM55OPD+tLXtG2l7ldfu+MclI2QFX284fa+tYAAAAAN1B4OySwAuVWUPvpiS5WVeS5JcX93CuNJxWiuZwhr5Veb52S5LZFm+JEhvdNKD5qbL8chR6J6u3RGm9h3Ljrmi+54kj0zr14oy27GlvOK0kDQxltf28UZ372s1yXT7GAAAAQD9i0aAu8f1wzXMFM0uuUusvu0JtLF5YZ26qXL2FSruBs7pS7emiNmwf0sTxeWXzrgZHW1+0J15g6MmDrygMrLbubX2F2nrv+th+Odz/EgAAAOhbdA11SeAFa5q/KdUWDYoXIIqV5ryWejgHK4Fzvm6l2tnJSuBseQ5n5V6clXmck8fnNLa10NaQ2KHxvHKFjJ5++LgkraqHU5KyOZcFfwAAAIA+xr/WuyTwOtfD2bhoUHHOr/ZYLqcwWuvhjM1UejiHW+3h3LTwXpwTx+fbmr8pRfcE3bRzSF4pqCwYNNDW8QAAAADWBwJnlwS+XdMtUaSlb4tSmvU00NIcziiU1q9UOzdRVibvKjvgttSGobGcHMdo+lRRQRBq+lSxrfmbsY2VYbWrWTAIAAAAwPpA4OwS3wvXPKR2qR7OUqs9nMNZyUhz0wt7OIfH8y2HPsd1NLQhr+nTRU2fLMqGtu0eTknatGtYklY9fxMAAABA/yNwdkngB2seUlvr4azdFiUIwmho6tDKPZyO62hgKLtgDufcZElDY60v+CNFCwdNnypqorpCbfuBc/M5UeDcdh6BEwAAADhbETi7JPDCtQ+pzSzu4SzPRbc4aWXRIClaqXa+oYez1RVqY6ObBjR9uqiJV6LAOb6KIbXb943ppo/v13k/s7ntYwEAAACsDwTOLvG9sHofzdUyxsjNOAtWqS1VA+fKQ2olaXA0q/nKokHWWs1Oth84hzcNaGaipDMvzypXyGhguLX3rmeM0TkXb5BxmL8JAAAAnK0InF0SdGAOpxQNq/XLtcBZnIuGx7bTwxnP4SzOegp92/ItUWKjmwYkKx194ozG27wlCgAAAID0IHB2SeCHcrNrD2aZrCO/SQ/nwFCLPZwjuWoP5+xE9NxuD+fIxug2JlMni6uavwkAAAAgHQicXeJ7oTId6uGsn8NZmm2/h7NcDOR7gWYr9+BsO3Buqs3ZXM0tUQAAAACkA4GzS4IOzOGUoh7OBYGz7Tmc0Yq089OeZifjwNneKrXDG/JSpbN2NbdEAQAAAJAOBM4uiYbUdmgO54LA2W4PZxRM56fLtR7ONudwuhlHw5VeUXo4AQAAACyFwNkF1tqO3BZFins4a/fhLM75yuSclhckKlR6OOemosBZGMmuajGjeB4nPZwAAAAAlkLg7IIwtLJWnVultmFIbasLBknRokFSrYdzsM3ezdjoloIKI9m23hsAAABAurQ2DhNrEs+57MiQ2owrr1iubpdmvZaH00rRokFSpYdzslwdGtuun3/X+XrNtbtWdSwAAACAdCBwdkEcODs2pLbhtiitLhgkSdm8q0ze1fy0p5mJkrbsHl5VO0Y2DlSH1QIAAABAMwyp7QK/kz2cTRYNaqeHU5IGR7KanShpfrrc9i1RAAAAAKBVBM4uqA6p7cAczma3RWk3cBZGcjp5dEay7d+DEwAAAABaReDsgngIbBKLBhXbHFIrRYFz4vicJAInAAAAgOQQOLvA7+AcTreuhzMIQvmloP0htaM5yUav270HJwAAAAC0isDZBdUezk4sGpSpBc7SrC9Jbd+apDBSq08PJwAAAICkEDi7oKO3Rck6CkOrMAhVmvMkaXU9nJIc16gwzH00AQAAACSDwNkFnb0tiispGqZbmot6OFczh1OSBsdyMo5Zc5sAAAAAoBkCZxf4HVylNu4lDfxQxdlV9nBWAifzNwEAAAAkacUEZIzZbYy53xjzuDHmsDHmo91o2Nmko3M448C5oIez/duiSNIw8zcBAAAAJKiVpOJL+oS19hFjzIikh40x91prH0u4bWeNTg6pjUPrWobUxnM4BwmcAAAAABK0YgKy1r5srX2k8npa0uOSdiXdsLNJJ4fULuzhrAypHWqvhzM/mNGOfWPaddH4mtsDAAAAAEtpK6kYY86VtF/SQ0k05mzV6VVqpVoPZzbvynXbO69xjN79r392zW0BAAAAgOW0nFSMMcOS/krSx6y1U032f9gYc9AYc/DEiROdbOO618k5nG5DD2e78zcBAAAAoFtaSkDGmKyisHmHtfZrzepYaz9nrT1grT2wZcuWTrZx3Qv8UMZITgduQZLJ1AJncdZve/4mAAAAAHRLK6vUGklfkPS4tfYzyTfp7ON7odyso+hXuTbVIbU+PZwAAAAA+lsrPZxXS/o1SW80xvyw8nh7wu06qwSVwNkJmawrSfLLgUpzPoETAAAAQN9aMa1Ya/9e0tq75lIs8ILqUNi1qs7h9KNFg/JDDKkFAAAA0J86k4KwLN/vZA8niwYBAAAAWB8InF0QDal1O3KuOLiW5wP55VADLBoEAAAAoE8ROLsg8EK5mc6MSo4D5+xUSZLo4QQAAADQtwicXeB7YXUo7FrFc0HnJiqBc4jACQAAAKA/ETi7IOjgHE7jGDkZo9nJsiRxH04AAAAAfYvA2QXRkNrOzOGUol7O2UmG1AIAAADobwTOLgj8zg2plaJ5nHOVHk4WDQIAAADQrwicXeB7nRtSK0mZrCuvFEiihxMAAABA/yJwdkHQ4cBZfy4CJwAAAIB+ReDsgsAPq6vLdkIcOLMDrhyX/4QAAAAA+hNppQt8L5TbwcAZzweldxMAAABAPyNwdkHHh9Rm4sDJgkEAAAAA+heBM2E2tAoD29lFg3LRuQbo4QQAAADQxwicCQv8UJI6e1sUejgBAAAArAMEzoT5XhQ4mcMJAAAAIG0InAmLeziTuC1KfogeTgAAAAD9i8CZsMDr/JDaTNaVRA8nAAAAgP5G4ExYdUhtAj2cLBoEAAAAoJ8ROBMWJDCHszqklkWDAAAAAPQxAmfCkpjDyaJBAAAAANYDAmfC4iG1mU72cHJbFAAAAADrAIEzYYn0cObo4QQAAADQ/wicCQsSWDRo695RbT9/VMMb8x07JwAAAAB0Gl1kCUvitijbzx/TL992oGPnAwAAAIAk0MOZMD+BVWoBAAAAYD0gBSUsiTmcAAAAALAekIISlsSQWgAAAABYD0hBCfO9QBI9nAAAAADShxSUsOoqtS6/agAAAADpQgpKWOCHcjJGxjG9bgoAAAAAdBWBM2GBZ5VhhVoAAAAAKUQSSpjvh8zfBAAAAJBKJKGEBV5A4AQAAACQSiShhAVeqEzW7XUzAAAAAKDrCJwJ871QLnM4AQAAAKQQSShhAXM4AQAAAKQUSShh0ZBafs0AAAAA0ocklLBoSC334AQAAACQPgTOhEVDalk0CAAAAED6EDgTFrBoEAAAAICUIgklLPCZwwkAAAAgnUhCCfM9VqkFAAAAkE4koYQFBE4AAAAAKUUSSljghcowhxMAAABACpGEEmStle/TwwkAAAAgnUhCCQoDK1kROAEAAACkEkkoQYEXShK3RQEAAACQSiShBAV+FDi5LQoAAACANCIJJciPezgJnAAAAABSiCSUIIbUAgAAAEgzklCCGFILAAAAIM1IQgliSC0AAACANCMJJSggcAIAAABIMZJQguLAmWEOJwAAAIAUIgklyPfp4QQAAACQXiShBLFKLQAAAIA0IwklKKCHEwAAAECKkYQSVJ3DSeAEAAAAkEIkoQRxWxQAAAAAaUYSShBzOAEAAACkGUkoQYEfSGJILQAAAIB0IgklyPdCGcfIcfk1AwAAAEgfklCCAi9k/iYAAACA1CINJSjwQmWYvwkAAAAgpUhDCQr8UG7G9LoZAAAAANATBM4E+T5DagEAAACkF2koQdEcTrfXzQAAAACAniBwJijwQm6JAgAAACC1SEMJ8r1QLosGAQAAAEgp0lCCAuZwAgAAAEgx0lCCGFILAAAAIM1IQwnyPXo4AQAAAKQXaShBAXM4AQAAAKQYaShBzOEEAAAAkGakoQQFfqgMPZwAAAAAUoo0lCDmcAIAAABIM9JQggICJwAAAIAUIw0lJAytwsByWxQAAAAAqUUaSkjgh5LEKrUAAAAAUos0lJDAqwROejgBAAAApBRpKCFx4GRILQAAAIC0Ig0lpDqklsAJAAAAIKVIQwnxPeZwAgAAAEg30lBCAgInAAAAgJQjDSUkHlLLHE4AAAAAaUUaSojPKrUAAAAAUo40lBBuiwIAAAAg7VZMQ8aYLxpjjhtjftKNBp0tuC0KAAAAgLRrJQ3dLumtCbfjrOP7gSQWDQIAAACQXiumIWvtdyWd7kJbzioMqQUAAACQdqShhAS+lSRlsm6PWwIAAAAAvdGxwGmM+bAx5qAx5uCJEyc6ddp1q3YfTtPjlgAAAABAb3QscFprP2etPWCtPbBly5ZOnXbd8r3KHE6G1AIAAABIKdJQQmo9nPyKAQAAAKRTK7dF+XNJ35d0sTHmqDHmg8k3a/0L/FBuxpExDKkFAAAAkE6ZlSpYa9/bjYacbXwvZDgtAAAAgFQjESUkIHACAAAASDkSUUICL1SG+ZsAAAAAUoxElBDfp4cTAAAAQLqRiBISeCEr1AIAAABINRJRQgJ6OAEAAACkHIkoIYEXKkPgBAAAAJBiJKKEcFsUAAAAAGlHIkpI4DOHEwAAAEC6kYgSwpBaAAAAAGlHIkoIQ2oBAAAApB2JKCEBgRMAAABAypGIEhL4oTLM4QQAAACQYiSihAQeiwYBAAAASDcSUQKstfJ9htQCAAAASDcSUQLCwEpWBE4AAAAAqUYiSkDghZLEbVEAAAAApBqJKAF+JXAyhxMAAABAmpGIEhD4lcBJDycAAACAFCMRJYAhtQAAAABA4ExEdUgtgRMAAABAipGIElAdUsscTgAAAAApRiJKQEAPJwAAAAAQOJNQncNJDycAAACAFMv0ugHd9qe/83tyJjdI1peRL9lAUvTaWF9WgZxwRvnSozIqS5KsiY618UmMJGNk432mts8aycteKg1+SN/4j++TY19U6NTqWFN7hI5R6MSvo+3614EbvfZdo9CVAjcqi5/9jJGXlbyMUeiatn8XKx1hVqyx9vdI+vhWzmHs8jWS+BnaPefi+maF/Q21bXv1W2vDwrI1t7F+wy4ub378yu+xfBsb39c0L2/7XEufp/rz2Obl8aulfu6lt82C8y7V1tp5l2lj099/8/rN2mnqLoqN+5c638LfS/2+pd+3dkzz31lcahqPscvsaziu8fdp4vL6urZ2JrPoXHXv0XAuZ9ExnbjioRfsylWAdYRrUT84uf0a3fzrH+11MzoidYHTmcspdM5TaDKyTkbWVB7Owl9F0XuXtr5yv7Yef1BuUFz8jw5be17wWtKpjdITl0iXPDGnkZlitU6S/Z2+I5VyUjkrlSqPuQFptmA0W5BmBxQ9F6KymQFpYkSaHpKsWXxhaeWP50p1VjzHCtezNZ+/BY3nWGm77fM3+RnX+h7tHr/iz9jG3xXbwuuW2tDkMwdAMtbWBdK6cGq1ZLkq2/HfGFNXHtet7reSU/k/srqv7u/TgvoN51jqnPHxRnbBsWaZYxce12zbVv+muk3Ouah+w7mcys9Zv914rNtwbHy8Wzm2vtxprFc53qn8N3Mb3rexvmsXnsetez+gn/CZ7B8/Lp3X6yZ0jLG289/LHThwwB48eLDj502SDa2CIFToW508OqOHv/m8jhw+pdyAq9ded44ue9NuFUZyLZ3riR+8rPtuf1zv+9RVGtsyWHsPayVrpSCQDcPoOQhkfV8KQ1k/kAJfNgxly56sV3mUy4tfl0sK5+YVzs/Jzs9Hr+fmFM5HZeHcnMKJSQUTE9Fjaip67wYml1N2587osWvXgkfuvHOV2bChU79ioCX11yRb+Ydxs+uUbYix1W3bvM6C15XzNStb6j2atWu5Njb9ORrqLvoZ7CrrNatf/XXUypoe11jP2iXP2+p56vfXbzfdX/9+De9dvx29RQvH2eq7Vo+pr7+gvK6sWZualsWvG7cb3j+04aL2LFWv8T2rx9btl1WtbpP68XmXOl/1tcJq+6uvl6jX+N719UO7+HVjncAGTd8rtGH10Xh8/X5rK+dYouxsYGTkGleu48oxjlwTPWecjBzjRK9N9Np13Or+xnrxORY8G3fB/uVex8dlTKZ6fH35UvUan+N68SOunzXZqF6lLONklHWyC44FsL4YYx621h5opW7qejiXYhyjjONKWWnnhePaeeG4ThyZ1sPffE4Pf+t5/eg7L+jVr9+ly2/YreENA8ueq3pblMzCC6gxRjJGcpyuf4Nkg0DB1JSCM5UAOnFG3rFj8l58Ud6LL8l76SUVv/MdBadOLTguu2uXBl796rrHpYRQJMrU9X5WhxjylSuAOo2htj7ExuE2tOHi/QoX1l3iEYfaIAwWnCewte3G+svVqz/Pks9h9Ny4zw/96nb9eaqPsFbPs54CGyw4xg/9pueqf+2FXvVn6QUjEwVTJ6uMySwIrY0hdcG+hrrx/vrn+mPqt7NOVlm3ef1436L6DeVZN2qvYdQOsCwC5zK27BnRWz/8Wp1+eVaHvvW8Hn3gqH784FFd8rodev3NFyqbb/6NXHxblEwfrVJrXFeZDRtWDIvh/Ly8l16S9+KLKj35pOYPH1bx8GOavueeap3szp0aePWrVdi/X8PXXaf8+WdPlz8AoP8ZE82OdUz//J09G9QH2/qwGofTeDsIo5Aav/atv2CfH/q1ssr++mP8sFbfC73aMXXH+aEvL/QWtKH+4YWeSra0qG6z7fh9k9IYRnNOblEwrS/POblqec7NLd7X8JxzF76uL8s7+aiscp68m6++JgijXxA4W7Bxx5De9P5LdeUvnKdD9xzRT777oobH87ryHc2DVuBFQ33W421RnEJB+X37lN+3T8NveEO1PJiaUvGxx1Q8fFjFw4c1/5PDmr73Xh3/9KeV27tXw9dfr+E3Xq/BK66QyfCxAgBgvYmH8WadbK+b0nFxYI4DaBxIvcCTZz15gbdg34L9dWWLtuvKykG5ab24fNaflVdaXF7/3MlgXA2olUfezVdDad7NR4E1fl0XVuOy+HWzsvpHfb0Bd6C6zVBpxEgGbRjdXNC1t16s6dNF/fiBo9p/wx5lcov/Zwr86GLhZs6eb5bc0VENXXWVhq66qlrmvfSSph94QDPfuV9n7rhDp2+/Xc7YmIavuUYjb7xeQ9dcI3dkpIetBgAAiMJ0HLz6WdwTXA7LKgdl+aGvchC9jsvicFoKSiqHZXlBbTveVw4r24EX1auco/6Ykl/SVGkq6i0OSovqrTX8ZpxMNYBWnzO17bybX7Sdz9SC7IA7oIFMrV5cls807Kt7Ta9ufyJwrsL+G/bob/7okH76g2N6zRt2Ldrve6GMY+S466+Hsx3ZnTu18dZbtfHWWxXMzGr2H/5BM/ffr5kHH9TU3XfLZLMaedtbtfHWWzVw2WVcBAAAAJbhOtFCSwNafr2QbojDbn0YLQbFaoitf9TXqz780rJlM96MSn5JxaBYPXfJjwLxajUG0ni74BYWlcchtZApRGV15fFzIVOoldVt03vbHgLnKuy8aFxb947oh/cd0aWv3ynHWRikAi9cl8Np18IdHtLoW27U6FtulA0Czf/oR5q6+25N/u1dmrrr6xq49FJt+NVbNfr2t8spFHrdXAAAACwjXmxpMDu4cuUOCm1YDafFoKhSUFLRL1aDavx63p9fUBYH1ri8GBSj8kr9qbmpBccV/aLm/flVrXqddbLVAFofSuPwWnALKmSj8mpZXLcuuBYyUb2CW1iw/2zrrSVwroIxRpffsEf3fP6wnvvRSZ2/f8uC/YEXKpNJV+CsZ1xXg1dcocErrtCW3/2Epr5+l858+ct6+d//B73y6T/U+C/9kja89z3K7d3b66YCAACgjzjGqYavpFlr5YWe5v35BUG2PqzOB/PV1/H2vD9fDbeNdc4Uz1TPEe/3Qq+tdhkZfeA1H9DHf/bjCf3k3UXgXKV9+7dodPOADt37/KLA6fvp6+Fcijs8pA3vfa/G3/MezR88qNNf/rJO/9mf6fTtt2vommu0+SMf1uCBlm7hAwAAAHSMMaY6t3csP5bY+/ihX+2FnffmNefPVUPtvD9fDaZz/ly17PKtlyfWnm4jcK6S4zq67E179L2/eFIvPzWhHReMV/elcUjtSowxGrzySg1eeaW848c18ZWv6Mydd+r59/2ahl73Om356O+ocNllvW4mAAAA0FEZJ6Ph3LCGNSylcGYZqWgNXvW6HcoPZXTo3iMLygMv7Kt7cPab7Nat2vJbv6UL7rlHW2+7TcXHH9dzv/IevfCR39T84cO9bh4AAACADiEVrUE27+q1156jZx89qTPHZqvlvh/KTfEczlY5hYI2/cYHdMF992rL7/6u5n74Qz33yzfr6G//topPPNnr5gEAAABYI1LRGr32unPkZhz98L4XqmX0cLbHGRrS5g//S13w7fu0+bf/lWa//wM9e9NNOvrxj6v07LO9bh4AAACAVSIVrdHgaE6XXLVdT/zgmOamovsGBSwatCru8HA01Pbb92nTb35Esw9+V8+881069qn/JP/06V43DwAAAECbSEUdcPmb9ygIQj16f9TLGXgMqV0Ld2xMWz/2Me2751sav+VmnbnzTj1941t08nN/qrBY7HXzAAAAALSIVNQB49sGdf5lW/STB19UuejLZ5Xajshs3qwdv//7Ov+uv9XglVfqxGc+o6ff9nZN3nWXbBj2unkAAAAAVkAq6pD9N+5Rac7X4//vZXo4Oyy/b592/8n/0p4vfUmZjRv10m3/Rs/dfItmf/BQr5sGAAAAYBmkog7Zfv6Yduwb04/ue0FeKWDRoAQM/fzP6dyv/KV2/uGn5U+c0ZH3v19HPvIRFZ94otdNAwAAANAEqaiDLr9hj6ZPFzU3VWZIbUKM42jsne/Uvm98Q1s/+QnNH/qhnv3FX9KLt92m8tEXe908AAAAAHVIRR103s9s1vi2QUkicCbMyee16UMf0gX33qNNH/wNUvnS7QAADMlJREFUTX/rHj39trfp2B/8Z1a0BQAAAPoEqaiDjGN0+Zt3S5IyzOHsCndsTFs/+Unt+9Y3Nf6LN+nMHXfo6TffoBOf/WMFM7O9bh4AAACQaqSiDrv4qu3afv6Ytuwd6XVTUiW7fbt2fOpTOv/ur2vo6qt18rOf1dM33qjTX/qSwrm5XjcPAAAASCVjre34SQ8cOGAPHjzY8fMCrZp/9FEd/2+f0dxDD8kdH9eG971PG371VmU2bOh10wAAAIB1zRjzsLX2QEt1CZw4m8098ohO/ennNXP//TKFgsZvuVmb3v9+ZXfu7HXTAAAAgHWJwAk0KD75pE5/4Yua/Lu/kySNveMd2vShDyp/4YU9bhkAAACwvhA4gSV4L72kU7ffromvfFV2fl7D116r8X9+i4bf8AaZbLbXzQMAAAD6HoETWIF/5ozO3PFlnbnzTgUnT8rduFFj73ynxt79bg1cfFGvmwcAAAD0LQIn0CLr+5r53vc0+bW/1vQDD0iep4FLL9XYu9+t0Xe8nUWGAAAAgAYETmAV/DNnNPX1uzXxN3+t0mOPy2SzGr7+eo3ccIOGr3m93PHxXjcRAAAA6DkCJ7BGxZ/+VBNf+5qm/u7/Kjh1SnIcFfbv1/C112r4umuVv/BCGWN63UwAAACg6wicQIfYMFTxxz/WzIMPavqBB1R67HFJUmbnDg1fe61GrrtOhZ89IHd4qMctBQAAALqDwAkkxHvluGa++6BmHnhQs9//vuzcnOQ4yl9ysQb3X6HC/v0avGI/9/kEAADAWYvACXRBWC5r7h//UfMPP6K5Q49o/kePRgFUUmb7dhX2X67B/Vdo4DWvUf6iC+UOD/e4xQAAAMDatRM4M0k3BjhbObmchq++WsNXXy0pWvG29OSTmnvkkOYPHdLcoUc0/Y1vVutnd+5U/uKLlb/oIuUvulADF12k3Lnncv9PAAAAnLXo4QQS5B07puJjj6v05JPR45+eVOnZ5yTflySZbFa5c/cqu2evcrt3K7tnt3J79iq3Z7eyO3fKZPhOCAAAAP2FHk6gT2S3b1d2+3aNvPH6allYLqv8zDO1EPr0Myo//5xm//7vZUul2sGZjLI7dyp3zjnK7Niu7Lbtymzfpuz27cps267s9m1yRkdZLRcAAAB9i8AJdJmTy2ngkks0cMklC8ptGMo/cULekSMqHzmi8pEX5L1wROUXjqr01FPyT5yQGkYkmEJB2a1b5W7ZrMzGTcps3iR30yZlNtWeM5s2yd2wQc7wsIzjdPNHBQAAQMoROIE+YRxH2W3blN22TYNXXrlov/W8KJAee0X+K8ei52PH5L3yioKTJ1V66inNPvSQwsnJ5m/gOHJHR+WOjckZH5M7NiZ3bDx6Hh2RMzwiZ2RY7vCwnOERuSPDckZG5AwPyxkaljNYILACAACgLQROYJ0w2ayyO3eueMsVWy7LP3NGwalT8k+dkn/ylILJCQWTkwonJxVMTCqYnFRw6rTKzzyrYGJC4cxMa20oFOQMDi58FApyhgZl8gMyA3k5AwU5A3mZ+Dk/IKcwIJPPy2RzMvmcnHw+2s7lZHJ5mVxWTi4nZaNnk81GiyllswwZBgAAWMcInMBZxuRy1Z7SVtkwVDg7q3BmRsH0tMKZmbrXUXk4P69wbk7h3GzleU628uyfPKmwVJSdLyoslWTn52XL5c78PPXhM5NZ8FA2I5OplSvjyrgZGdeN9sWvq+WOVH12ZRw3enZdyXWibceJ9jtu9GychfscIzmu5Jiox9c40WvXrb12HMkYycT16+qZyrbM4m1jovrGVI+PiuNzmEq9SlnDsQvKpdp5Go9peZ9qzzJ1L5vsj8+l2lNU3HiexmMa9tUfs9RxSx5rmlZtWrDG7UVfgzT7YmSlL0vabcOiw/kyBgDQ/wicAGQcR+7IiNyREWV37OjIOW0QyJZKCwJoWCrLlkuy5XJtX1zmedGjXHn2yrXX5bKs71cenuT7sp6/uCwIo+1iMXr/IKiUB7K+LwWBbBhGz0FQ2/b9WnkYSmG4aL4ssO51IhR3eH9LkbnHbVxxv1r4OfqgjWv+b5HwFyitvcdKu9fYhlbq97oNizZb+P+67e2Vmtj8i76lvkRs6dqz1M/VyheQ7ZxvpXM1/ZJ0ifO0+nutPsebtS9yl2vDyFtu1IZbbtHZgMAJIBHGdWUqw261YUOvm9M2a21DQA0l1ZVZK4VhLaAGQZRRbVgrt7aunpXCQLI2Ondoo/NV6tl4O65vrRSfr3IeG1b2x/UazxW/X9z+6jnq9kc7686/xD5FxXFZLYA3vEd1f13d2m9xUdmCYxrfY6njlzyHmu5f/GVBw3bD/kW3B1t0+PLHLz6gWZ3G3Succ6XvO1b6QqSFNq54W7QV9y+/u/02ruJN2v09t3n6ltq45p8z4Z+hlTZ0+GdY8fO98inab8MKn/m2P+/Nqrd9jhauFQuqr/VatPJ7tv0ey52/yfV6xfM3e4+ltuuv+0v8PWj6Hq2ev+Hgtv62NDtns/Y2+RtnlzlX/c9pi3V3LljnCJwA0IQxRspkWuuBAQAAQFMsOQkAAAAASASBEwAAAACQCAInAAAAACARBE4AAAAAQCIInAAAAACARBA4AQAAAACJIHACAAAAABJB4AQAAAAAJILACQAAAABIBIETAAAAAJAIAicAAAAAIBEETgAAAABAIgicAAAAAIBEEDgBAAAAAIkgcAIAAAAAEkHgBAAAAAAkgsAJAAAAAEgEgRMAAAAAkAhjre38SY05Ien5jp+4czZLOtnrRgAVfB7RT/g8op/weUQ/4fOIftLrz+Nea+2WViomEjj7nTHmoLX2QK/bAUh8HtFf+Dyin/B5RD/h84h+sp4+jwypBQAAAAAkgsAJAAAAAEhEWgPn53rdAKAOn0f0Ez6P6Cd8HtFP+Dyin6ybz2Mq53ACAAAAAJKX1h5OAAAAAEDCCJwAAAAAgESkLnAaY95qjHnCGPOUMeb3et0epIsxZrcx5n5jzOPGmMPGmI9WyjcaY+41xvxT5XlDr9uKdDDGuMaYQ8aYuyvb5xljHqp8Fv/CGJPrdRuRDsaYcWPMV40xP61cI/8Z10b0ijHm45W/0z8xxvy5MWaA6yO6yRjzRWPMcWPMT+rKml4TTeR/VvLNo8aYK3rX8sVSFTiNMa6kP5b0NkmXSnqvMebS3rYKKeNL+oS19lWSrpL0W5XP4O9J+ra19kJJ365sA93wUUmP123/F0l/VPksnpH0wZ60Cmn0PyR901p7iaTLFH0uuTai64wxuyT9jqQD1trXSHIlvUdcH9Fdt0t6a0PZUtfEt0m6sPL4sKQ/6VIbW5KqwCnp5yQ9Za19xlpblnSnpJt63CakiLX2ZWvtI5XX04r+QbVL0efwS5VqX5L0i71pIdLEGHOOpHdI+nxl20h6o6SvVqrwWURXGGNGJb1B0hckyVpbttZOiGsjeicjqWCMyUgalPSyuD6ii6y135V0uqF4qWviTZL+j438QNK4MWZHd1q6srQFzl2SXqjbPlopA7rOGHOupP2SHpK0zVr7shSFUklbe9cypMh/l3SbpLCyvUnShLXWr2xzjUS3nC/phKT/XRni/XljzJC4NqIHrLUvSvqvko4oCpqTkh4W10f03lLXxL7OOGkLnKZJGfeFQdcZY4Yl/ZWkj1lrp3rdHqSPMeYXJB231j5cX9ykKtdIdENG0hWS/sRau1/SrBg+ix6pzIu7SdJ5knZKGlI0ZLER10f0i77++522wHlU0u667XMkvdSjtiCljDFZRWHzDmvt1yrFr8RDHyrPx3vVPqTG1ZLeZYx5TtH0gjcq6vEcrwwhk7hGonuOSjpqrX2osv1VRQGUayN64c2SnrXWnrDWepK+Jul14vqI3lvqmtjXGSdtgfMfJV1YWWUsp2gC+F09bhNSpDJH7guSHrfWfqZu112Sfr3y+tcl/W2324Z0sdb+W2vtOdbacxVdC79jrf1VSfdLurlSjc8iusJae0zSC8aYiytFb5L0mLg2ojeOSLrKGDNY+bsdfx65PqLXlrom3iXpX1RWq71K0mQ89LYfGGv7pre1K4wxb1f0Lb4r6YvW2j/ocZOQIsaY10v6nqQfqzZv7t8pmsf5l5L2KPpDd4u1tnGiOJAIY8x1kj5prf0FY8z5ino8N0o6JOl91tpSL9uHdDDGXK5oAaucpGckfUDRF+NcG9F1xpj/KOlXFK0uf0jShxTNieP6iK4wxvy5pOskbZb0iqTfl/Q3anJNrHwx8llFq9rOSfqAtfZgL9rdTOoCJwAAAACgO9I2pBYAAAAA0CUETgAAAABAIgicAAAAAIBEEDgBAAAAAIkgcAIAAAAAEkHgBAAAAAAkgsAJAAAAAEjE/wfvJXZcMLTiggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y = make_moons()  # 创建随机样本\n",
    "mp.figure(figsize=(16, 8))\n",
    "ls = [1e-3, 1e-2, 1e-1, 1., 1e1]  # 学习率\n",
    "le = len(ls)\n",
    "for i in range(le):\n",
    "    nn = NN(lr=ls[i], max_iter=100)  # 建模\n",
    "    nn.fit(X, y)  # 拟合\n",
    "    mp.plot(nn.loss, label=str(ls[i]))  # 可视化\n",
    "mp.legend(prop={'size': 24})\n",
    "mp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### EarlyStopping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X, y = make_blobs(n_samples=16000, n_features=2, centers=5, cluster_std=5., random_state=0)\n",
    "mp.scatter(X[:, 0], X[:, 1], c=y, alpha=.1)\n",
    "mp.show()\n",
    "X_tv, X_test, y_tv, y_test = train_test_split(X, y, test_size=.25, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step0 val_score: 0.4483333333333333\n",
      "step1 val_score: 0.4533333333333333\n",
      "step2 val_score: 0.46\n",
      "step3 val_score: 0.47\n",
      "step4 val_score: 0.47\n",
      "step5 val_score: 0.4633333333333333\n",
      "test_socre 0.454 EarlyStopping\n"
     ]
    }
   ],
   "source": [
    "X_train, X_val, y_train, y_val = train_test_split(X_tv, y_tv, test_size=.05, random_state=0)\n",
    "nn = NN(lr=.2, max_iter=50)  # 建模，设定最大迭代次数\n",
    "scores = [0]\n",
    "for i in range(9999):\n",
    "    nn.fit(X_train, y_train)\n",
    "    score = nn.score(X_val, y_val)\n",
    "    print('step%d' % i, 'val_score:', score)\n",
    "    if score < max(scores):\n",
    "        break\n",
    "    scores.append(score)\n",
    "print('test_socre', nn.score(X_test, y_test), 'EarlyStopping')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test_socre 0.45325\n"
     ]
    }
   ],
   "source": [
    "nn = NN(lr=.2, max_iter=500)\n",
    "nn.fit(X_tv, y_tv)\n",
    "print('test_socre', nn.score(X_test, y_test))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
